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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Image Classification | ImageNet | 50 | May 14, 2026 | ||
| Image Classification | Tiny-ImageNet 64x64, C=200 (val) | 50 | Feb 26, 2026 | ||
| Conditional Image Generation | ImageNet 256px 2012 (val) | 50 | Feb 26, 2026 | ||
| Super-resolution | ImageNet 256 | 50 | May 22, 2026 | ||
| Image Classification | ImageNet-1K 8-shot (test) |
| 50 |
| Feb 26, 2026 |
| Image Classification | ImageNet-S (test) | 50 | Jun 25, 2026 |
|---|
| Image Classification | ImageNet-1K (val) | 50 | Feb 26, 2026 |
|---|
| Generalized Few-Shot Learning | ImageNet All classes 2012 | 50 | Feb 26, 2026 |
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| Out-of-distribution detection | ImageNet-1k vs NINCO | 50 | Apr 30, 2026 |
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| Class-conditional image generation | ImageNet-1K 256x256 (test) | 50 | Feb 26, 2026 |
|---|
| Continual Supervised Learning | Continual ImageNet | 49 | May 18, 2026 |
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| Image Classification | ImageNet-1K (val) | 49 | Apr 29, 2026 |
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| Image Classification | ImageNet 1K | 49 | May 21, 2026 |
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| OOD Detection | ImageNet-1k (ID) vs Places (OOD) 1.0 (test) | 49 | Apr 20, 2026 |
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| Image Classification | ImageNet-1K (val) | 49 | Jul 3, 2026 |
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| Zero-shot Image Classification | ImageNet 1K (val) | 49 | Mar 27, 2026 |
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| Image Classification | ImageNet and Distribution Shifts | 49 | Feb 26, 2026 |
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| 5-way few-shot classification | tieredImageNet | 49 | Feb 26, 2026 |
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| Image Classification | ImageNet 1K (1%) | 49 | Feb 26, 2026 |
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| Semi-supervised Image Classification | ImageNet 1k (1%) | 49 | Feb 26, 2026 |
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| Image Classification | ImageNet original (val) | 49 | Feb 26, 2026 |
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| Distribution Alignment | ImageNet (val) | 48 | Jun 18, 2026 |
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| Distribution Alignment | ImageNet (train) | 48 | Jun 18, 2026 |
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| Generative Modeling | ImageNet (val) | 48 | Jun 18, 2026 |
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| Image Classification | ImageYellow ImageNet-1K subset (test) | 48 | May 21, 2026 |
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